Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	760552
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	1161
Duplicate rows (%)	0.2%
Total size in memory	69.6 MiB
Average record size in memory	96.0 B

Variable types

Numeric	11
Categorical	1

Alerts

Dataset has 1161 (0.2%) duplicate rows	Duplicates
`dropped_frames_mean` is highly correlated with `dropped_frames_max`	High correlation
`dropped_frames_max` is highly correlated with `dropped_frames_mean`	High correlation
`bitrate_mean` is highly correlated with `y`	High correlation
`y` is highly correlated with `bitrate_mean`	High correlation
`dropped_frames_mean` is highly correlated with `dropped_frames_max`	High correlation
`dropped_frames_max` is highly correlated with `dropped_frames_mean`	High correlation
`bitrate_mean` is highly correlated with `y`	High correlation
`y` is highly correlated with `bitrate_mean`	High correlation
`dropped_frames_mean` is highly correlated with `dropped_frames_max`	High correlation
`dropped_frames_max` is highly correlated with `dropped_frames_mean`	High correlation
`rtt_mean` is highly correlated with `y`	High correlation
`dropped_frames_mean` is highly correlated with `dropped_frames_std` and 1 other fields	High correlation
`dropped_frames_std` is highly correlated with `dropped_frames_mean` and 1 other fields	High correlation
`dropped_frames_max` is highly correlated with `dropped_frames_mean` and 1 other fields	High correlation
`bitrate_mean` is highly correlated with `bitrate_std` and 1 other fields	High correlation
`bitrate_std` is highly correlated with `bitrate_mean`	High correlation
`packet_loss_rate` is highly correlated with `packet_loss_std`	High correlation
`packet_loss_std` is highly correlated with `packet_loss_rate`	High correlation
`y` is highly correlated with `rtt_mean` and 1 other fields	High correlation
`fps_std` has 107380 (14.1%) zeros	Zeros
`rtt_std` has 13284 (1.7%) zeros	Zeros
`dropped_frames_std` has 673271 (88.5%) zeros	Zeros
`packet_loss_std` has 456234 (60.0%) zeros	Zeros

Reproduction

Analysis started	2022-11-08 19:20:36.857763
Analysis finished	2022-11-08 19:21:15.283965
Duration	38.43 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

fps_mean
Real number (ℝ_≥0)

Distinct	189275
Distinct (%)	24.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5756194107

Minimum	9.174227759 × 10^-6
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	9.174227759 × 10^-6
5-th percentile	0.2965042904
Q1	0.4812759362
median	0.5625768755
Q3	0.6771102408
95-th percentile	0.8740768724
Maximum	1
Range	0.9999908258
Interquartile range (IQR)	0.1958343046

Descriptive statistics

Standard deviation	0.1703089136
Coefficient of variation (CV)	0.2958706924
Kurtosis	0.4472028681
Mean	0.5756194107
Median Absolute Deviation (MAD)	0.09825289865
Skewness	0.008931729779
Sum	437788.4941
Variance	0.02900512606
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	10905	1.4%
0.5002498751	5731	0.8%
0.5001249688	5233	0.7%
0.5714897872	4631	0.6%
0.5000833194	4628	0.6%
0.6667777408	4530	0.6%
0.5556049328	4357	0.6%
0.7500624844	3446	0.5%
0.600079984	3444	0.5%
0.5000624922	2875	0.4%
Other values (189265)	710772	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.174227759 × 10^-6	1	< 0.1%
1.020397751 × 10^-5	3	< 0.1%
1.075257255 × 10^-5	1	< 0.1%
1.136350723 × 10^-5	2	< 0.1%
1.176456748 × 10^-5	3	< 0.1%
1.204804761 × 10^-5	3	< 0.1%
1.219497323 × 10^-5	1	< 0.1%
1.369844249 × 10^-5	1	< 0.1%
1.388869599 × 10^-5	3	< 0.1%
1.428551021 × 10^-5	20	< 0.1%

Value	Count	Frequency (%)
1	10905	1.4%
0.9999538525	3	< 0.1%
0.999907705	2	< 0.1%
0.9996006739	1	< 0.1%
0.9995976961	9	< 0.1%
0.9995802046	1	< 0.1%
0.9995740127	15	< 0.1%
0.9995550768	4	< 0.1%
0.9995436273	1	< 0.1%
0.9995146292	1	< 0.1%

fps_std
Real number (ℝ_≥0)

ZEROS

Distinct	300062
Distinct (%)	39.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08429972315

Minimum	0
Maximum	0.5102436748
Zeros	107380
Zeros (%)	14.1%
Negative	0
Negative (%)	0.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.02655204829
median	0.07009030217
Q3	0.1273454726
95-th percentile	0.2205730416
Maximum	0.5102436748
Range	0.5102436748
Interquartile range (IQR)	0.1007934243

Descriptive statistics

Standard deviation	0.07194858304
Coefficient of variation (CV)	0.8534854013
Kurtosis	0.8895205927
Mean	0.08429972315
Median Absolute Deviation (MAD)	0.04870291886
Skewness	0.9866873507
Sum	64114.32304
Variance	0.005176598602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	107380	14.1%
0.02915642697	2141	0.3%
0.0340150217	2140	0.3%
0.04081666571	1873	0.2%
0.02551232911	1720	0.2%
0.02041037349	1692	0.2%
0.1020110671	1514	0.2%
0.01855505365	1334	0.2%
0.05101828174	1329	0.2%
0.01700892803	1325	0.2%
Other values (300052)	638104	83.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	107380	14.1%
4.115434055 × 10^-5	1	< 0.1%
4.929235329 × 10^-5	1	< 0.1%
4.929235329 × 10^-5	1	< 0.1%
4.929235329 × 10^-5	1	< 0.1%
5.798256617 × 10^-5	1	< 0.1%
6.604926637 × 10^-5	1	< 0.1%
6.604926637 × 10^-5	1	< 0.1%
6.81776414 × 10^-5	1	< 0.1%
6.81776414 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.5102436748	1	< 0.1%
0.5102436748	2	< 0.1%
0.5088077751	1	< 0.1%
0.5084689088	3	< 0.1%
0.5084689088	2	< 0.1%
0.5031070481	4	< 0.1%
0.5031070481	4	< 0.1%
0.4993575401	1	< 0.1%
0.4960869985	1	< 0.1%
0.4950221197	1	< 0.1%

rtt_mean
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	373318
Distinct (%)	49.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2353769502

Minimum	8.172604759 × 10^-8
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	8.172604759 × 10^-8
5-th percentile	0.02499294697
Q1	0.1000163633
median	0.2008302276
Q3	0.3417324934
95-th percentile	0.5440793205
Maximum	1
Range	0.9999999183
Interquartile range (IQR)	0.2417161301

Descriptive statistics

Standard deviation	0.1693772437
Coefficient of variation (CV)	0.7195999587
Kurtosis	0.6943592975
Mean	0.2353769502
Median Absolute Deviation (MAD)	0.1147317282
Skewness	0.9201028354
Sum	179016.4103
Variance	0.02868865067
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3335554815	623	0.1%
0.266813304	555	0.1%
0.3230858952	550	0.1%
0.241818303	541	0.1%
0.312671832	540	0.1%
0.2814296426	540	0.1%
0.2501874531	532	0.1%
0.3752082639	532	0.1%
0.233486636	530	0.1%
0.2918437057	530	0.1%
Other values (373308)	755079	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.172604759 × 10^-8	2	< 0.1%
9.417081701 × 10^-8	3	< 0.1%
1.050420058 × 10^-7	1	< 0.1%
1.080146783 × 10^-7	2	< 0.1%
1.162249981 × 10^-7	5	< 0.1%
1.315789301 × 10^-7	2	< 0.1%
1.328021072 × 10^-7	1	< 0.1%
1.396062907 × 10^-7	1	< 0.1%
1.420454344 × 10^-7	3	< 0.1%
1.435131826 × 10^-7	3	< 0.1%

Value	Count	Frequency (%)
1	372	< 0.1%
0.9981636011	8	< 0.1%
0.9979966558	1	< 0.1%
0.9979012584	1	< 0.1%
0.9963272022	4	< 0.1%
0.9961675153	1	< 0.1%
0.9945388615	1	< 0.1%
0.9916050336	1	< 0.1%
0.9904065827	1	< 0.1%
0.9898148714	1	< 0.1%

rtt_std
Real number (ℝ_≥0)

ZEROS

Distinct	472091
Distinct (%)	62.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08822453861

Minimum	0
Maximum	0.5102436748
Zeros	13284
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0.004425442045
Q1	0.02938238466
median	0.07297180067
Q3	0.1342989208
95-th percentile	0.2187923301
Maximum	0.5102436748
Range	0.5102436748
Interquartile range (IQR)	0.1049165362

Descriptive statistics

Standard deviation	0.07006308835
Coefficient of variation (CV)	0.7941451376
Kurtosis	0.4551562002
Mean	0.08822453861
Median Absolute Deviation (MAD)	0.04947155498
Skewness	0.8770441361
Sum	67099.34929
Variance	0.004908836349
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13284	1.7%
0.1604609838	492	0.1%
0.1411296432	476	0.1%
0.1696025917	455	0.1%
0.1458615534	443	0.1%
0.1547169682	440	0.1%
0.1160473935	439	0.1%
0.1881571818	391	0.1%
0.1176224687	388	0.1%
0.1017751205	377	< 0.1%
Other values (472081)	743367	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13284	1.7%
4.352326262 × 10^-5	1	< 0.1%
4.842922668 × 10^-5	1	< 0.1%
5.499164317 × 10^-5	1	< 0.1%
5.925227459 × 10^-5	1	< 0.1%
6.345572749 × 10^-5	1	< 0.1%
6.345572749 × 10^-5	1	< 0.1%
6.487345206 × 10^-5	1	< 0.1%
6.499444067 × 10^-5	1	< 0.1%
6.581158214 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.5102436748	2	< 0.1%
0.5102436748	2	< 0.1%
0.5087923115	1	< 0.1%
0.5084689088	9	< 0.1%
0.5084689088	4	< 0.1%
0.5082343695	1	< 0.1%
0.5065859669	1	< 0.1%
0.5063634384	1	< 0.1%
0.5041437186	1	< 0.1%
0.5031070481	7	< 0.1%

dropped_frames_mean
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	48925
Distinct (%)	6.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3826617612

Minimum	2.212384486 × 10^-6
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	2.212384486 × 10^-6
5-th percentile	4.166493063 × 10^-5
Q1	0.001971333254
median	0.02612516228
Q3	1
95-th percentile	1
Maximum	1
Range	0.9999977876
Interquartile range (IQR)	0.9980286667

Descriptive statistics

Standard deviation	0.4735762482
Coefficient of variation (CV)	1.237584458
Kurtosis	-1.709015864
Mean	0.3826617612
Median Absolute Deviation (MAD)	0.02606960982
Skewness	0.5217607138
Sum	291034.1678
Variance	0.2242744628
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	279210	36.7%
0.000999000999	24762	3.3%
0.0001110987668	6367	0.8%
7.691716022 × 10^-5	6346	0.8%
0.0001666388935	6207	0.8%
9.9990001 × 10^-5	6200	0.8%
0.0001428367376	5954	0.8%
0.0002499375156	5856	0.8%
8.332638947 × 10^-5	5841	0.8%
0.000124984377	5824	0.8%
Other values (48915)	407985	53.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.212384486 × 10^-6	42	< 0.1%
2.5510139 × 10^-6	3	< 0.1%
3.816779325 × 10^-6	85	< 0.1%
4.273486011 × 10^-6	23	< 0.1%
4.366793158 × 10^-6	24	< 0.1%
4.975099626 × 10^-6	48	< 0.1%
5.102014786 × 10^-6	9	< 0.1%
5.235574683 × 10^-6	16	< 0.1%
5.319120643 × 10^-6	3	< 0.1%
5.714253061 × 10^-6	3	< 0.1%

Value	Count	Frequency (%)
1	279210	36.7%
0.9855074564	1	< 0.1%
0.9841272361	3	< 0.1%
0.9807696006	2	< 0.1%
0.9777782716	3	< 0.1%
0.9775222256	1	< 0.1%
0.9769739872	1	< 0.1%
0.9758775104	1	< 0.1%
0.975329272	3	< 0.1%
0.9747810336	1	< 0.1%

dropped_frames_std
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	45832
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01362011535

Minimum	0
Maximum	0.5107506233
Zeros	673271
Zeros (%)	88.5%
Negative	0
Negative (%)	0.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.1413058462
Maximum	0.5107506233
Range	0.5107506233
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.05307309214
Coefficient of variation (CV)	3.896669799
Kurtosis	20.31024362
Mean	0.01362011535
Median Absolute Deviation (MAD)	0
Skewness	4.432870549
Sum	10358.80597
Variance	0.002816753109
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	673271	88.5%
0.203920225	212	< 0.1%
0.204073127	75	< 0.1%
0.2041014673	74	< 0.1%
0.01331237245	71	< 0.1%
0.2040221342	71	< 0.1%
0.2040561265	70	< 0.1%
0.2040833286	70	< 0.1%
0.2041037349	69	< 0.1%
0.2041084446	68	< 0.1%
Other values (45822)	86501	11.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	673271	88.5%
0.001332954406	1	< 0.1%
0.001628479565	1	< 0.1%
0.001686962465	2	< 0.1%
0.001694218554	1	< 0.1%
0.001701020368	1	< 0.1%
0.001799296103	1	< 0.1%
0.001822520738	1	< 0.1%
0.001861719217	1	< 0.1%
0.002041949105	1	< 0.1%

Value	Count	Frequency (%)
0.5107506233	1	< 0.1%
0.5105245087	1	< 0.1%
0.5104179546	1	< 0.1%
0.5103856826	1	< 0.1%
0.5103443602	1	< 0.1%
0.5102953816	1	< 0.1%
0.5097578339	1	< 0.1%
0.5089720759	1	< 0.1%
0.5089710941	1	< 0.1%
0.5088077751	1	< 0.1%

dropped_frames_max
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	14085
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4327704281

Minimum	2.212384486 × 10^-6
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	2.212384486 × 10^-6
5-th percentile	4.166493063 × 10^-5
Q1	0.002502159936
median	0.05287256222
Q3	1
95-th percentile	1
Maximum	1
Range	0.9999977876
Interquartile range (IQR)	0.9974978401

Descriptive statistics

Standard deviation	0.4783781229
Coefficient of variation (CV)	1.105385424
Kurtosis	-1.87550861
Mean	0.4327704281
Median Absolute Deviation (MAD)	0.05283089729
Skewness	0.3021341801
Sum	329144.4146
Variance	0.2288456285
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	300040	39.5%
0.000999000999	24762	3.3%
0.0001110987668	6367	0.8%
7.691716022 × 10^-5	6346	0.8%
9.9990001 × 10^-5	6339	0.8%
0.0001666388935	6207	0.8%
0.0001428367376	5954	0.8%
0.0002499375156	5856	0.8%
8.332638947 × 10^-5	5841	0.8%
0.000124984377	5824	0.8%
Other values (14075)	387016	50.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.212384486 × 10^-6	42	< 0.1%
2.5510139 × 10^-6	3	< 0.1%
3.816779325 × 10^-6	85	< 0.1%
4.273486011 × 10^-6	23	< 0.1%
4.366793158 × 10^-6	24	< 0.1%
4.975099626 × 10^-6	48	< 0.1%
5.102014786 × 10^-6	9	< 0.1%
5.235574683 × 10^-6	16	< 0.1%
5.319120643 × 10^-6	3	< 0.1%
5.714253061 × 10^-6	3	< 0.1%

Value	Count	Frequency (%)
1	300040	39.5%
0.995575231	3	< 0.1%
0.9950249004	1	< 0.1%
0.9946808794	1	< 0.1%
0.9929078517	1	< 0.1%
0.9917356055	1	< 0.1%
0.9916667361	6	< 0.1%
0.9914530645	1	< 0.1%
0.9913793847	5	< 0.1%
0.9911505208	1	< 0.1%

bitrate_mean
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	751876
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3954155218

Minimum	1.965486026 × 10^-8
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	1.965486026 × 10^-8
5-th percentile	0.04358780066
Q1	0.2623989517
median	0.4515029172
Q3	0.5326837074
95-th percentile	0.6218085872
Maximum	1
Range	0.9999999803
Interquartile range (IQR)	0.2702847557

Descriptive statistics

Standard deviation	0.1828442457
Coefficient of variation (CV)	0.4624103902
Kurtosis	-0.5967533
Mean	0.3954155218
Median Absolute Deviation (MAD)	0.106591225
Skewness	-0.5614928049
Sum	300734.0659
Variance	0.03343201819
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	337	< 0.1%
0.2505194054	98	< 0.1%
0.3792423792	82	< 0.1%
0.4716785509	74	< 0.1%
0.1673281041	71	< 0.1%
0.1784936514	38	< 0.1%
0.2260036592	36	< 0.1%
0.009611239975	35	< 0.1%
2.890006274 × 10^-8	29	< 0.1%
0.08901202052	29	< 0.1%
Other values (751866)	759723	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.965486026 × 10^-8	3	< 0.1%
2.201043246 × 10^-8	1	< 0.1%
2.233189615 × 10^-8	1	< 0.1%
2.460750961 × 10^-8	3	< 0.1%
2.659362214 × 10^-8	1	< 0.1%
2.681755942 × 10^-8	1	< 0.1%
2.681755942 × 10^-8	1	< 0.1%
2.832219247 × 10^-8	1	< 0.1%
2.890006274 × 10^-8	29	< 0.1%
2.890006274 × 10^-8	5	< 0.1%

Value	Count	Frequency (%)
1	337	< 0.1%
0.9955569775	9	< 0.1%
0.9946201535	1	< 0.1%
0.9928334437	1	< 0.1%
0.9777896246	2	< 0.1%
0.9768277779	1	< 0.1%
0.9757936033	1	< 0.1%
0.9736856408	1	< 0.1%
0.9728508024	1	< 0.1%
0.9711775491	1	< 0.1%

bitrate_std
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	752256
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1132008756

Minimum	0
Maximum	0.5035953569
Zeros	5560
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0.003524224267
Q1	0.06072879855
median	0.1097045264
Q3	0.1606726634
95-th percentile	0.2374695742
Maximum	0.5035953569
Range	0.5035953569
Interquartile range (IQR)	0.09994386489

Descriptive statistics

Standard deviation	0.07136567246
Coefficient of variation (CV)	0.6304339265
Kurtosis	-0.2021096572
Mean	0.1132008756
Median Absolute Deviation (MAD)	0.04998019806
Skewness	0.3878603771
Sum	86095.15231
Variance	0.005093059206
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5560	0.7%
0.0007158602839	29	< 0.1%
0.004310375753	25	< 0.1%
0.0007083114583	23	< 0.1%
0.01339378905	18	< 0.1%
0.005157735508	17	< 0.1%
0.0002031845008	15	< 0.1%
0.0003042344257	14	< 0.1%
0.05485950862	14	< 0.1%
0.0005674211932	13	< 0.1%
Other values (752246)	754824	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5560	0.7%
7.119832657 × 10^-6	1	< 0.1%
1.033153441 × 10^-5	1	< 0.1%
1.147280428 × 10^-5	1	< 0.1%
1.180477072 × 10^-5	1	< 0.1%
1.43668448 × 10^-5	1	< 0.1%
1.476011943 × 10^-5	1	< 0.1%
1.476011943 × 10^-5	1	< 0.1%
1.483783749 × 10^-5	1	< 0.1%
1.736312689 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.5035953569	1	< 0.1%
0.5026394153	1	< 0.1%
0.4753476449	1	< 0.1%
0.4735806225	1	< 0.1%
0.4726050681	1	< 0.1%
0.4697183101	1	< 0.1%
0.4678789007	1	< 0.1%
0.4641465674	1	< 0.1%
0.4625429668	1	< 0.1%
0.4618914389	1	< 0.1%

packet_loss_rate
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	95422
Distinct (%)	12.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2147650917

Minimum	9.999900001 × 10^-6
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	9.999900001 × 10^-6
5-th percentile	0.0001666388935
Q1	0.000999000999
median	0.04198600467
Q3	0.1502463054
95-th percentile	1
Maximum	1
Range	0.9999900001
Interquartile range (IQR)	0.1492473044

Descriptive statistics

Standard deviation	0.3622230366
Coefficient of variation (CV)	1.686601084
Kurtosis	0.7630554756
Mean	0.2147650917
Median Absolute Deviation (MAD)	0.04148625454
Skewness	1.607374047
Sum	163340.02
Variance	0.1312055283
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	126937	16.7%
0.000999000999	61011	8.0%
0.0004997501249	38914	5.1%
0.0003332222592	26454	3.5%
0.0002499375156	21114	2.8%
0.000199960008	14542	1.9%
0.04262404262	9127	1.2%
0.0001666388935	8969	1.2%
0.0001428367376	6708	0.9%
0.021322672	6469	0.9%
Other values (95412)	440307	57.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.999900001 × 10^-6	5	< 0.1%
1.086944707 × 10^-5	3	< 0.1%
1.123582881 × 10^-5	34	< 0.1%
1.136350723 × 10^-5	2	< 0.1%
1.149412076 × 10^-5	4	< 0.1%
1.204804761 × 10^-5	2	< 0.1%
1.204804761 × 10^-5	19	< 0.1%
1.219497323 × 10^-5	2	< 0.1%
1.23455266 × 10^-5	6	< 0.1%
1.249984375 × 10^-5	9	< 0.1%

Value	Count	Frequency (%)
1	126937	16.7%
0.9955556148	1	< 0.1%
0.9777780247	1	< 0.1%
0.9687578105	1	< 0.1%
0.9625004167	1	< 0.1%
0.9595625704	1	< 0.1%
0.9583749584	1	< 0.1%
0.950658544	1	< 0.1%
0.9256005523	1	< 0.1%
0.9240515943	2	< 0.1%

packet_loss_std
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	117927
Distinct (%)	15.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05316569909

Minimum	0
Maximum	0.5106262619
Zeros	456234
Zeros (%)	60.0%
Negative	0
Negative (%)	0.0%
Memory size	5.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.09324115671
95-th percentile	0.232131036
Maximum	0.5106262619
Range	0.5106262619
Interquartile range (IQR)	0.09324115671

Descriptive statistics

Standard deviation	0.08621962757
Coefficient of variation (CV)	1.621715299
Kurtosis	1.386590603
Mean	0.05316569909
Median Absolute Deviation (MAD)	0
Skewness	1.542696074
Sum	40435.27877
Variance	0.007433824179
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	456234	60.0%
0.203920225	7134	0.9%
0.1020110671	6469	0.9%
0.06801870884	4962	0.7%
0.05101828174	3670	0.5%
0.2040221342	3087	0.4%
0.04081666571	2551	0.3%
0.2820478035	2419	0.3%
0.1360374177	2268	0.3%
0.203920225	1965	0.3%
Other values (117917)	269793	35.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	456234	60.0%
0.001842097787	1	< 0.1%
0.001920755652	2	< 0.1%
0.002188873898	2	< 0.1%
0.002198874297	1	< 0.1%
0.002218716593	3	< 0.1%
0.002371907808	1	< 0.1%
0.002399374636	4	< 0.1%
0.002416908436	4	< 0.1%
0.002427096873	3	< 0.1%

Value	Count	Frequency (%)
0.5106262619	1	< 0.1%
0.5102436748	1	< 0.1%
0.5088756026	1	< 0.1%
0.5084689088	2	< 0.1%
0.5084689088	5	< 0.1%
0.5068743887	1	< 0.1%
0.5065503571	1	< 0.1%
0.505774346	1	< 0.1%
0.5046738453	1	< 0.1%
0.5038586664	1	< 0.1%

y
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.8 MiB

2.0	356435
0.0	210580
1.0	193537

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2281656
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
2.0	356435	46.9%
0.0	210580	27.7%
1.0	193537	25.4%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
2.0	356435	46.9%
0.0	210580	27.7%
1.0	193537	25.4%

Most occurring characters

Value	Count	Frequency (%)
0	971132	42.6%
.	760552	33.3%
2	356435	15.6%
1	193537	8.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1521104	66.7%
Other Punctuation	760552	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	971132	63.8%
2	356435	23.4%
1	193537	12.7%

Other Punctuation

Value	Count	Frequency (%)
.	760552	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2281656	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	971132	42.6%
.	760552	33.3%
2	356435	15.6%
1	193537	8.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2281656	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	971132	42.6%
.	760552	33.3%
2	356435	15.6%
1	193537	8.5%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	fps_mean	fps_std	rtt_mean	rtt_std	dropped_frames_mean	dropped_frames_std	dropped_frames_max	bitrate_mean	bitrate_std	packet_loss_rate	packet_loss_std	y
0	0.744824	0.025512	0.786908	0.013918	0.003230	0.000000	0.00323	0.066147	0.010390	0.000250	0.000000	1.0
1	0.744824	0.025512	0.810122	0.055803	0.003230	0.000000	0.00323	0.077022	0.041797	0.031492	0.153055	1.0
2	0.734408	0.076537	0.791670	0.031781	0.003230	0.000000	0.00323	0.069172	0.017070	0.000250	0.000000	1.0
3	0.750031	0.000000	0.826193	0.015573	0.003230	0.000000	0.00323	0.061703	0.021221	0.003121	0.014067	1.0
4	0.703162	0.159856	0.816669	0.005438	0.003230	0.000000	0.00323	0.040957	0.062898	0.003121	0.014067	1.0
5	0.593801	0.218820	0.822026	0.009400	0.003230	0.000000	0.00323	0.252141	0.300538	0.005993	0.019456	1.0
6	0.703162	0.194369	0.823812	0.014389	0.003230	0.000000	0.00323	0.217441	0.188749	0.023949	0.102394	1.0
7	0.687539	0.180556	0.820241	0.011853	0.003230	0.000000	0.00323	0.141007	0.241365	0.000250	0.000000	1.0
8	0.640670	0.202917	0.827979	0.012267	0.003230	0.000000	0.00323	0.248504	0.234409	0.041906	0.204073	1.0
9	0.708177	0.086121	0.826788	0.008748	0.086294	0.281418	1.00000	0.398541	0.306068	0.003121	0.014067	1.0

Last rows

	fps_mean	fps_std	rtt_mean	rtt_std	dropped_frames_mean	dropped_frames_max	bitrate_mean	bitrate_std	packet_loss_rate	y
760542	0.808372	0.040817	0.532664	0.090556	1.0	1.0	0.328451	0.214237	1.0	1.0
760543	0.800040	0.000000	0.513067	0.002473	1.0	1.0	0.309841	0.168997	1.0	1.0
760544	0.800040	0.000000	0.528604	0.071585	1.0	1.0	0.415025	0.122976	1.0	1.0
760545	0.800040	0.000000	0.514126	0.002699	1.0	1.0	0.353200	0.226585	1.0	1.0
760546	0.800040	0.000000	0.514188	0.002427	1.0	1.0	0.461440	0.254832	1.0	1.0
760547	0.783377	0.056455	0.515362	0.003012	1.0	1.0	0.373330	0.160378	1.0	2.0
760548	0.800040	0.000000	0.129418	0.228973	1.0	1.0	0.475373	0.106155	1.0	2.0
760549	0.800040	0.000000	0.000004	0.000000	1.0	1.0	0.504983	0.012417	1.0	2.0
760550	0.800040	0.000000	0.000004	0.000000	1.0	1.0	0.506118	0.011733	1.0	2.0
760551	0.800040	0.000000	0.000004	0.000000	1.0	1.0	0.504497	0.015625	1.0	2.0

Most frequently occurring

	fps_mean	rtt_mean	dropped_frames_mean	dropped_frames_max	bitrate_mean	packet_loss_rate	y	# duplicates
1160	1.000000	1.000000	1.000000	1.000000	1.000000e+00	1.000000	1.0	246
792	0.666676	0.337282	0.000083	0.000083	2.505194e-01	0.000091	0.0	98
1066	0.882360	0.056622	0.002556	0.002556	3.792424e-01	0.116162	2.0	82
507	0.500062	0.625016	0.029524	0.029524	4.716786e-01	0.519231	1.0	74
657	0.571490	0.201627	0.013181	0.013181	1.673281e-01	0.000333	0.0	71
1121	1.000000	0.024435	0.001854	0.001854	1.000000e+00	0.022865	2.0	47
920	0.727298	0.235339	1.000000	1.000000	1.784937e-01	0.118166	0.0	38
228	0.285816	0.090098	1.000000	1.000000	2.260037e-01	1.000000	0.0	36
65	0.000050	0.588260	0.070067	0.070067	2.890006e-08	0.000200	0.0	29
208	0.266716	0.263899	0.022407	0.022407	8.901202e-02	0.000167	0.0	29

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequently occurring